Simulated data
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Feature Selection | Simulated Data | ROC AUC90 | 70 | |
| 3D Photoacoustic Computed Tomography reconstruction | Simulated data | Cosine Similarity90.3 | 12 | |
| FairPCA | Simulated Data FairPCA | Average Runtime (s)0.057 | 12 | |
| Fixed effect estimation | Simulated data warpMix-mu3 | Estimation Error0.0033 | 6 | |
| Fixed effect estimation | Simulated data warpMix-mu2 | Estimation Error0.007 | 6 | |
| Fixed effect estimation | Simulated data warpMix-mu1 | Estimation Error0.0151 | 6 | |
| Fixed effect estimation | Simulated data PM2-F | Estimation Error0.0539 | 6 | |
| Fixed effect estimation | Simulated data PM1-F | Estimation Error0.0452 | 6 | |
| Point Estimation | Simulated Data p=300 (test) | MSE0.181 | 5 | |
| Point Estimation | Simulated Data p=100 (test) | MSE0.193 | 5 | |
| Point Estimation | Simulated Data (p=50) (test) | MSE0.167 | 5 | |
| Variable Selection | Simulated data p=100 | TPP100 | 4 | |
| Prediction | Simulated data p=100 (test) | MSPE29.48 | 4 | |
| Variable Selection | Simulated data p=50 | True Positive Proportion (TPP)100 | 4 | |
| Prediction | Simulated data (p=50) (test) | MSPE29.18 | 4 | |
| Pulse Shape Autoencoding | Simulated Data (test) | MSE0.0002 | 4 | |
| Direction of Arrival estimation | Simulated data Experiment 1 | RMSAE3.2 | 4 | |
| DOA estimation | Simulated data Experiment 2 - directional AWGN | RMS Angular Error3.4 | 4 | |
| Direction of Arrival estimation | Simulated data (Experiment 3) | RMSAE6.1 | 4 | |
| Regression | Simulated Data OOD3 (test) | MSE3.91 | 4 | |
| Regression | Simulated Data OOD2 (test) | MSE6.39 | 4 | |
| Regression | Simulated Data OOD1 (test) | MSE3.98 | 4 | |
| Regression | Simulated Data Counterfactual (test) | MSE4.61 | 4 | |
| Regression | Simulated Data Observational (test) | MSE3.28 | 4 | |
| Ridge Regression | Simulated data (test) | Test MSE1.45 | 3 |
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